Common Type Of Stroke Research Articles

In Vitro Model for Ischemic Stroke: Functional Analysis of Vascular Smooth Muscle Cells.

The Neurovascular Unit (NVU) is formed by vascular and neural cells controlling the cerebral hyperaemia. All the components are anatomically and functionally linked to each other, resulting in a highly efficient regulation of the cerebral blood flow, which, when interrupted, can lead to stroke. An ischemic stroke (IS) is the most common type of stroke with high rates of morbidity, mortality and disability. Therefore, it is of extreme importance to protect the functional and structural integrity of the NVU in patients with IS, understanding the mechanisms involved and how it affects each component of the NVU. Thus, the aim of this work is to analyse how the vascular smooth muscle cells from the rat middle cerebral artery function/react after an ischemic event. To mimic this event, primary cortical cultures were challenged to oxygen and glucose deprivation (OGD) for 4h and 6h, and the smooth muscle cells (SMCs) contractility was analysed after exposure to different media previously conditioned by the cortical cultures upon reperfusion. The results show a dual effect on the SMCs response to the vasorelaxant agent, only for cells exposed to the reperfusion media conditioned by neuron-glia cultures challenged by OGD, leading to increased relaxation of the SMCs for OGD 4h, whereas for OGD 6h the effect is reversed leading to contraction of the SMCs. These differences demonstrate that the astrocytes mediate the vasoactive response of vascular smooth muscle by releasing factors into the reperfusion medium, and the hypoxia time is fundamental for a beneficial/harmful response by the vascular smooth muscle.

Mechanisms of neuronal cell death in ischemic stroke and their therapeutic implications.

Ischemic stroke caused by arterial occlusion is the most common type of stroke, which is among the most frequent causes of disability and death worldwide. Current treatment approaches involve achieving rapid reperfusion either pharmacologically or surgically, both of which are time-sensitive; moreover, blood flow recanalization often causes ischemia/reperfusion injury. However, even though neuroprotective intervention is urgently needed in the event of stroke, the exact mechanisms of neuronal death during ischemic stroke are still unclear, and consequently, the capacity for drug development has remained limited. Multiple cell death pathways are implicated in the pathogenesis of ischemic stroke. Here, we have reviewed these potential neuronal death pathways, including intrinsic and extrinsic apoptosis, necroptosis, autophagy, ferroptosis, parthanatos, phagoptosis, and pyroptosis. We have also reviewed the latest results of pharmacological studies on ischemic stroke and summarized emerging drug targets with a focus on clinical trials. These observations may help to further understand the pathological events in ischemic stroke and bridge the gap between basic and translational research to reveal novel neuroprotective interventions.

Homocysteine Levels and Ischemic Stroke: A Systematic Review

The most common type of stroke is ischemic stroke. Given that death due to stroke is one of the three leading causes of death globally, it is essential to identify its risk factors, especially modifiable risk factors. Nowadays, High homocysteine is recognized as one of the risk factors for stroke. Our aim in this study was to investigate the association between homocysteine levels and ischemic stroke. We searched the keywords in Scopus, Web of Science, Google Scholar, PubMed, and Science Direct with a 15-year time limit. At first, 3884 studies were found, and after further investigation and based on inclusion and exclusion criteria, only nine studies were selected. Of the nine selected studies was a clinical trial and eight observational studies, and in total, there were 16227 participants in these studies. The prevalence of ischemic stroke was higher in people with high homocysteine levels than in people with normal homocysteine levels (14.1% vs. 9.8%). The prevalence was generally higher in men, but among people with high homocysteine levels, the prevalence of ischemic stroke was slightly higher in women than in men (12% vs. 11%), and also, in women and men, the prevalence of ischemic stroke was higher in people with high homocysteine levels than in people with normal levels. Based on selected studies, increased homocysteine levels in men and women increases the risk of ischemic stroke. Because homocysteine levels are a modifiable risk factor, diet and prevention of vitamin B12 decrease can help prevent an increased risk of ischemic stroke.

Surgical management of cerebral venous sinus thrombosis: Case series and literature review.

Background: Cerebral venous sinus thrombosis (CVST) is not a common type of stroke (5%) but still hazardous to be misdiagnosed or mistreated. Aggressive medical treatment is usually failed to hinder increase intracranial tension. Therefore, decompressive craniectomy (DC) is the final measure to mitigate the deleterious effect of supratentorial herniation. The purpose of the study is to illustrate our experience with the surgical treatment of CVST and reviewing the previous works of literature.Methods: Forty-two patients were admitted to Kasr Al-Ainy University Hospital from June 2019 to March 2020. The admission was either to the neurology department or intensive care unit or neurosurgery department. Every patient who was diagnosed with CVST received an emergency neurosurgery consultation. Seven patients were operated on with DC according to the criteria mentioned above. Therapeutic heparin was given in addition to intracranial pressure lowering measures.Results: The mean and standard deviation of the age was (25.14 ± 10.1) years. There were five females (71.45%) in our series. The mean and standard deviation of clinical manifestations are (8.5 ± 7.77) weeks with range (3– 14 weeks). Most of the cases were presented by a decreased level of consciousness (6/7) and anisocoria (6/7), followed by fits (3/7). Four cases out of seven had the previous history of oral contraceptive administration.Conclusion: DC provides an urgent last arm for intractable increased intracranial tension. Patients with CVST need urgent consultation for neurosurgical intervention.

Paeoniflorin protects PC12 cells from oxygen-glucose deprivation/reoxygenation-induced injury via activating JAK2/STAT3 signaling.

Ischemic stroke is the most common type of stroke, and it has become a major health issue as it is characterized by high mortality and morbidity rates. Paeoniflorin (PF) is a natural compound and the main active ingredient of Radix Paeoniae. The aim of the present study was to investigate the role of PF in oxygen-glucose deprivation/reoxygenation (OGD/R)-induced injury of PC12 cells and its association with the Janus kinase 2 (JAK2)/signal transducer and activator of transcription 3 (STAT3) pathway. An in vitro model of OGD/R injury was established in PC12 cells. Subsequently, Cell Counting Kit-8 assay and ELISA were used to evaluate cell viability and the secretion of inflammatory factors, respectively, in PC12 cells subjected to OGD/R and treated with PF. The levels of oxidative stress indicators and inflammatory factors were measured using corresponding commercial kits. In addition, the apoptosis rate of PC12 cells subjected to OGD/R and treated with PF was determined by flow cytometry, and the expression of apoptosis-related proteins was analyzed by western blotting. Additionally, the expression levels of JAK2/STAT3 pathway-related proteins were also evaluated. The cell viability, levels of oxidative stress, inflammation and apoptosis were also measured in OGD/R-induced PC12 cell injury models following co-treatment of cells with PF and FLLL32, a specific inhibitor of JAK2/STAT3 signaling. Cell viability was reduced, while oxidative stress and inflammation were increased after OGD/R-induced injury. However, the treatment of cells with PF significantly enhanced cell viability, and alleviated oxidative stress, inflammation and apoptosis of OGD/R-treated PC12 cells. Furthermore, PF activated the JAK2/STAT3 signaling pathway. Following FLLL32 intervention, the effects of PF on oxidative stress, inflammation and apoptosis of OGD/R-treated PC12 cells were reversed. In conclusion, the findings of the present study suggested that PF may protect PC12 cells from OGD/R-induced injury via activating the JAK2/STAT3 signaling pathway, thus providing novel insight into the mechanism through which PF may alleviate ischemic stroke and indicating a potential strategy for ischemic stroke treatment.

Cardiovascular risk and stroke mortality in persons living with HIV: a longitudinal study in a hospital in Yaounde.

IntroductionHIV infection is a well-known risk factor for stroke, especially in young adults. In Cameroon, there is a death of data on the outcome of stroke among persons living with HIV (PLWH). This study aimed to assess the cardiovascular risk profile and mortality in PLWH who had a stroke.Methodsthis was a retrospective cohort study of all PLWH aged ≥18 years admitted for stroke between January 2010 and December 2019 to the Cardiology Unit of the Yaoundé Central Hospital, Cameroon. Cardiovascular risk was estimated using the modified Framingham score, with subsequent dichotomization into low and intermediate/high risk. Mortality was assessed on day 7 during hospitalization (medical records), at one month, and one year by telephone call to a relative.Resultsa total of 43 PLWH who had a stroke were enrolled. Their mean age was 52.1 (standard deviation 12.9) years, most of them were female (69.8%, n = 30). There were 25 (58.1%) patients on concomitant antiretroviral therapy. The Framingham cardiovascular risk score at admission was low in 29 patients (67.4%) and intermediate to high in 14 patients (32.6%). Ischemic stroke was the most common type of stroke in 36 persons (83.7%). The length of hospital stay was 11.4 (interquartile range 9.2-13.7) days. Mortality at 1 year was 46.5% (n = 20).Conclusionstroke mortality was high in this population of PLWH. Most patients had a low Framingham score, suggesting that this risk estimation tool underestimates cardiovascular risk in PLWH.

Linkage of ABO blood groups with ischemic stroke

Aim: Like cancer and myocardial infarction, the cerebrovascular accident causes death and morbidity in adults. Ischemic stroke is the most common type of stroke. Predisposing conditions to other cardiovascular diseases similarly play a facilitating role for stroke. The association of ABO blood types with several illnesses as described in previous studies. In this retrospective observational study, our purpose is to show the contribution of ABO blood types in ischemic stroke patients. Our study is important because it is a rare analysis elucidating the link between ABO blood groups with IS risk in the Turkish population.Materials and Methods: 1,540 cases diagnosed with ischemic stroke and 20,863 healthy subjects determined as the control group was included in this research. Ischemic stroke cases and the healthy subjects were between 45-90 years old. Both these groups were examined for blood group analysis.Results: When the patients and healthy subjects were examined in terms of blood group distributions, the blood group type distribution within each group had similar characteristics. In terms of Rh status and Blood type distribution, Ischemic stroke cases, and the healthy subjects were not statistically different from each other.Conclusion: We were not able to show any relation between ischemic stroke and ABO blood type in our study.

MicroRNA miR-497 is closely associated with poor prognosis in patients with cerebral ischemic stroke

ABSTRACT Cerebral ischemic stroke (CIS) is the most common type of stroke, which is highly hazardous. This investigation aims to analyze the correlation of miR-497 with CIS, so as to provide reliable evidence for clinical response to CIS and lay a solid foundation for follow-up research. Eighty-nine CIS patients and 39 concurrent physical examinees selected between June 2017 and October 2018 were enrolled as the research participants. Additionally, SD rats with increased miR-497 expression and normal SD rats were purchased for CIS modeling to observe the clinical implications of miR-497 in CIS, as well as the water content of brain tissue and neuronal apoptosis of rats. miR-497 expression was lower in CIS patients than in physical examinees, and that in patients with complete stroke (CS) was the lowest, which increased after treatment. As determined by the receiver operating characteristic curve (ROC) analysis, miR-497 had an outstanding diagnostic efficacy for CIS and was negatively correlated with the National Institutes of Health Stroke Scale (NIHSS) and MDA concentration, while positively related to SOD concentration. Prognostic follow-up demonstrated that decreased miR-497 expression in patients after treatment predicted an increased risk of prognostic death and recurrence. However, observed in rats, the water content of the brain tissue of rats with increased miR-497 expression was reduced, and the neuronal apoptosis rate of the brain tissue was inhibited. Taken together, with low expression in CIS, miR-497 is strongly related to CIS progression and is a candidate CIS marker.

Cerebral venous sinus thrombosis associated with severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) infection

Introduction/Objective. Coagulopathy induced by severe acute respiratory syndrome coronavirus 2 infection (SARS-CoV-2) can be an underlying cause of cerebral venous sinus thrombosis (CVST), a less common type of stroke with a variable clinical presentation and high mortality rate. The objective of the paper is to present a series of CVST cases associated with SARS-CoV-2 infection. Methods. This retrospective study evaluated clinical, laboratory and radiological presentations, risk factors, barriers to diagnosis, treatment and outcome of patients with SARS-CoV-2 infection-induced CVST. Results. The study comprised six patients diagnosed with COVID-19-induced CVST during an 18-month period. The majority (66.7%) had no significant risk factors for developing CVST. The median time from the initial COVID-19 diagnosis to the onset of neurologic deficit was seven days (interquartile range 0.5?7 days). Clinical presentation comprised non specific neurological symptoms: headache (83.3%) and decreased consciousness (33.3%), together with elevated levels of D-dimer and inflammatory biomarkers. The transverse (n = 4, or 66.7%), superior sagittal sinuses (n = 3, or 50%) and sigmoid sinus (n = 2, or 33.3%) were most commonly affected. Five patients (83.3%) had minimal to no symptoms at discharge (mRS ? 2). In-hospital mortality in our current series was relatively high (16.7%). Conclusion. The high mortality rate of SARS-CoV-2-associated CVST urges clinicians to suspect CVST in patients with a history of COVID-19 infection presenting with non-specific neurological symptoms in order to provide proper treatment and prevent complications.

A New Point of Consideration for the Definition of Minor Ischemic Stroke: Review

Stroke is the second highest cause of death globally and a leading cause of not only physical disability but also cognitive. Approximately two-thirds of Ischemic Stroke patients, who represent the most common type of stroke are found to have mild deficits. Minor stroke, sometimes also referred to as “mild stroke”, is often defined in research studies as a National Institute of Health Stroke Scale (NIHSS) score of 5 or less, although, the cut point for NIHSS score or standardized criterion to define minor stroke has not been established. In the past, many studies have been focusing on the definition of the minor stroke to better stabilize the acute treatment guidelines, to predict the functional outcome, and also for early risk factors stratification. Different studies use different criteria or different cut-points of NIHSS scores to define minor stroke. Aside from indecision of acute management of minor stroke, many other questions have been raised regarding minor strokes, for example, the interaction of large vessel occlusion with minor stroke, the prevalence rate of depression, anxiety, cognitive dysfunction, chronic head after minor stroke, and so on. Finding a universal definition for minor stroke is the key to establish the guideline for management for this group of patients. However, the guidance of treatment of minor stroke is not the focus of this review. The review will focus on the deep comprehension of minor stroke characteristics, summarizing the new findings related to minor stroke, and highlight the essential points to consider for characterizing mild stroke symptoms for a new direction guide for future studies.

Stroke in Patients with COVID-19 Infection in a Tertiary Hospital: A Retrospective Study

Introduction. Stroke can be a complication and/or a presenting sign of COVID-19 infection. Although there is growing evidence on stroke in COVID-19 infection, only a few of these studies were done in Asia and there is very scarce evidence in the local setting. Objective. This study aimed to characterize the clinical profile, management, and functional outcome of patients with acute stroke and COVID-19 infection. Methods. This was a single-center retrospective study from March 30 to October 20, 2020. The demographic characteristics, respiratory symptoms, risk factors, neuroimaging, stroke characteristics, ancillary test results, treatment given, and functional outcome were obtained through a review of medical records. Computation of the mean, standard deviation, median, interquartile range, total count, and percentage was done for data analysis. Results. Out of 2,018 patients with COVID-19 infection, 41 (2%) developed an acute stroke. The mean age of patients was 59.05 ± 14.04 years. Majority were men (n=24, 59%). Ischemic stroke (n=28, 68%) was the most common stroke with the anterior circulation commonly involved (n=21, 72%). The most common risk factors were hypertension (n=31, n=76%), cigarette smoking (n=18, 44%), dyslipidemia (n=16, 39%), and ethanol use (n=16, 39%). Among those with stroke and COVID-19 infection, 42% had mild infection and 29% had critical disease. The inflammatory markers were elevated in these patients. Upon discharge, 83% had a poor functional outcome (mRS 3–6). The overall mortality rate was high (n=24, 59%) with pulmonary cause as the most common cause of death. Conclusion. Ischemic stroke was the most common stroke type in patients infected with COVID-19. The common risk factors were hypertension, dyslipidemia, smoking, ethanol use, and diabetes mellitus. The functional outcome was generally poor and the mortality rate was high. More studies are needed that compare these subsets of patients with a control group, including a longer follow up.

The study of the risk factor profile of stroke in young: a retrospective study

Background: Cerebrovascular accidents (CVA) is the second leading cause of mortality and morbidity in the world. Traditional risk factors for stroke are not very frequent in young population. However, other permanent or transient risk factors such as smoking, alcohol consumption, use of oral contraceptives, migraine, and puerperium have a more important role in young population. The objective of our study is to establish the risk factor profile in stroke in young.Methods: This retrospective study of 100 patients of stroke, in the age group of 18–40 years, admitted in the medical wards of BMCRI, Bangalore. The patients were identified from the medical records from January 2018 to June 2019.Results: Out of 100 patients of stroke in young, males were (58%) than females (42%) sex ratio was 1.38:1. Most common age group was 36-40 years (34%), mean age was 31.24 years. Most common risk factor was Hypertension (34%) followed by smoking (33%), alcohol consumption (28%), diabetes (21%), morbid obesity (12%). Most common type of stroke was ischemic (78%) and hemorrhagic (22%). In our study, 63.6% of hemorrhagic patients had hypertension showing statistically significant. Among patients of ischemic stroke, most common risk factor was smoking and tobacco chewing (32%).Conclusions: There is rising trend in stroke among young, hence we should evaluate for various risk factors and identification these factors in otherwise healthy individuals and with life style modifications, we can prevent the increase in incidence of Stroke among young.

Cerebral venous sinus thrombosis associated with SARS-CoV-2; a multinational case series

BackgroundSARS-CoV-2 induced coagulopathy can lead to thrombotic complications such as stroke. Cerebral venous sinus thrombosis (CVST) is a less common type of stroke which might be triggered by COVID-19. We present a series of CVST cases with SARS-CoV-2 infection. MethodsIn a multinational retrospective study, we collected all cases of CVST in SARS-CoV-2 infected patients admitted to nine tertiary stroke centers from the beginning of the pandemic to June 30th, 2020. We compared the demographics, clinical and radiological characteristics, risk factors, and outcome of these patients with a control group of non-SARS-CoV-2 infected CVST patients in the same seasonal period of the years 2012–2016 from the country where the majority of cases were recruited. ResultsA total of 13 patients fulfilled the inclusion criteria (62% women, mean age 50.9 ± 11.2 years). Six patients were discharged with good outcomes (mRS ≤ 2) and three patients died in hospital. Compared to the control group, the SARS-CoV-2 infected patients were significantly older (50.9 versus 36.7 years, p < 0.001), had a lower rate of identified CVST risk factors (23.1% versus 84.2%, p < 0.001), had more frequent cortical vein involvement (38.5% versus 10.5%, p: 0.025), and a non-significant higher rate of in-hospital mortality (23.1% versus 5.3%, p: 0.073). ConclusionCVST should be considered as potential comorbidity in SARS-CoV-2 infected patients presenting with neurological symptoms. Our data suggest that compared to non-SARS-CoV-2 infected patients, CVST occurs in older patients, with lower rates of known CVST risk factors and might lead to a poorer outcome in the SARS-CoV-2 infected group.

Symptomatic Intracerebral Hemorrhage Complicating Intra-Arterial Mechanical Thrombectomy in Acute Ischemic Stroke

BACKGROUND: Acute ischemic stroke (AIS) is the most common type of stroke. The endovascular treatment of AIS depends on stroke subtype, whether caused by large vessel occlusion (LVO) or not. We presented a case of AIS due to LVO that has complication in the form of symptomatic intracerebral hemorrhage (sICH) after an intra-arterial mechanical thrombectomy.&#x0D; CASE PRESENTATION: An 80-year-old woman was admitted to the emergency department with sudden onset left side weakness since &lt;1 h before admission, when the patient had woke up in the morning. The patient had history of hypertension, diabetes mellitus, and dyslipidemia. She also had cardiac disorders in the form of non-valvular atrial fibrillation with 55% left ventricular ejection fraction (LVEF). Her blood pressure was 148/84 mmHg, heart rate was 65 beats/minute, respiratory rate was 17 times/min, and body temperature was 36.2°C. Glasgow coma scale (GCS) was E3V4M5; National Institutes of Health Stroke Scale (NIHSS) was 15. She had moderate aphasia. Head CT scan did not show any hyper- or hypodens areas and Alberta Stroke Program Early CT score was 10. RAPID automated CT perfusion using Quantitative Software showed that the mismatch volume was 192 ml and the mismatch ratio was 7.4. Endovascular therapy in the form of intra-arterial mechanical thrombectomy was performed, and blood flow in the right internal carotid artery (ICA) was restored with the score of Modified Thrombolysis in Cerebral Infarction (mTICI) was III. Follow-up non-contrast head CT scan was performed and revealed acute infarction with hemorrhagic transformation in the middle cerebral artery (MCA) territory.&#x0D; CONCLUSION: Early and accurate treatment of AIS is paramount. Endovascular treatment in the form of intra-arterial mechanical thrombectomy is the current treatment recommendation in LVO although there is a risk of symptomatic intracerebral hemorrhage, as in this case.

Cerebral infarction classification using multiple support vector machine with information gain feature selection

Stroke ranks the third leading cause of death in the world after heart disease and cancer. It also occupies the first position as a disease that causes both mild and severe disability. The most common type of stroke is cerebral infarction, which increases every year in Indonesia. This disease does not only occur in the elderly, but in young and productive people which makes early detection very important. Although there are varied of medical methods used to classify cerebral infarction, this study uses a multiple support vector machine with information gain feature selection (MSVM-IG). MSVM-IG is a modification among IG Feature Selection and SVM, where SVM conducted doubly in the process of classification which utilizes the support vector as a new dataset. The data obtained from Cipto Mangunkusumo Hospital, Jakarta. Based on the results, the proposed method was able to achieve an accuracy value of 81%, therefore, this method can be considered to use for better classification result.

CCL26 regulates the proportion of CD4+CD25+FOXP3+ Tregs and the production of inflammatory factors in peripheral blood mononuclear cells following acute ischemic stroke via the STAT5 pathway.

Acute ischemic stroke (AIS) is the most common type of stroke. Recent studies have found that AIS is closely involved in the immune regulation function of regulatory T cells (Tregs). C-C motif chemokine ligand 26 (CCL26) is a member of the chemokine family that plays an essential role in cell activation, cell differentiation, lymphocyte homing, and inflammatory and immune responses. The present study aimed to investigate the role of CCL26 in the regulation of Tregs in AIS. Peripheral blood mononuclear cells (PBMCs) were incubated with a CCL26-neutralizing antibody. The proportion of cluster of differentiation (CD)4+CD25+ forkhead box P3 (FOXP3)+ Tregs was increased, and the expression of FOXP3, phosphorylated signal transducer and activator of transcription 5 (p-STAT5), and that of the immunosuppressive factors, interleukin (IL)-10 and transforming growth factor (TGF)-β1, was upregulated. Conversely, the expression of immune-promoting factors, such as tumor necrosis factor (TNF)-α and IL-6 was significantly downregulated. Further experiments using CCL26 recombinant protein-treated PBMCs revealed a decreased proportion of CD4+CD25+FOXP3+ Tregs and the downregulated expression of FOXP3, p-STAT5, TGF-β1 and IL-10. Moreover, the expression of immunostimulatory factors, such as CX3C chemokine receptor 1, TNF-α and IL-6 was significantly upregulated. On the whole, these results demonstrate that CCL26 regulates the proportion of CD4+CD25+FOXP3+ Tregs and the production of inflammatory factors in PBMCs following AIS via the STAT5 pathway.

Spontaneous Intra-Cerebral Haemorrhage Presenting with Chest Pain in a Healthy Young Man.

Spontaneous intra-cerebral haemorrhage is a challenge in daily practice due to the wide range of clinical symptoms on presentation.Chest pain mimicking acute myocardial infarction is an atypical presentation of intra-cerebral haemorrhage.In the primary care setting, misdiagnosis of a patient with spontaneous cerebral haemorrhage with chest discomfort suggesting cardiac aetiology and prompting antiplatelet/aspirin therapy could result in disaster.Taking a detailed history and conducting a thorough neurological examination is important in every clinical encounter and may trigger diagnostic suspicion.

Ultrasonography of vulnerable atherosclerotic plaque in the carotid arteries: B-mode imaging.

The most common type of stroke, i.e. ischemic stroke, is a great challenge for contemporary medicine as it poses both diagnostic and therapeutic difficulties. Atherosclerosis, which is rapidly beginning to affect more and more social groups, is the main cause of cerebrovascular accidents. Atherosclerosis is currently defined as a generalized, dynamic and heterogeneous inflammatory and immune process affecting arterial walls. Atherosclerotic plaque is the emanation of this disease. As the paradigm of the diagnosis of atherosclerosis has changed, it has become crucial to properly identify plaque instability within the carotid arteries by evaluating parameters and phenomena that signify a developing cascade of complications, eventually leading to stroke. Irrespective of the ultrasound technique employed, proper morphological evaluation of atherosclerotic plaque, involving observation of its echogenicity, i.e. subjective analysis of its structure, with the classification to Gray-Weale–Nicolaides types as well as assessment of the integrity of its surface, makes it possible to roughly evaluate plaque morphology and thereby its stability. This enables treatment planning and therapy monitoring. This evaluation should be a prelude to further diagnostic work-up, which involves non-invasive examinations that enable unambiguous assessment of plaque stability. These examinations include contrast-enhanced ultrasound to assess progression or recession of inflammation, which presents as plaque neovascularization, or shear wave elastography to objectively define tissue stiffness, and thereby its mineralization.

Magnitude, risk factors and outcomes of stroke at Debre Markos Referral Hospital, Northwest Ethiopia: a retrospective observational study

BackgroundStroke is one of the leading causes of death and disability in developing countries. The burden of stroke has varied widely in different areas, and there is a paucity of information about stroke in the selected study area.ObjectivesTo assess the burden, risk factors, and outcomes of stroke at Debre Markos Referral Hospital, Northwest EthiopiaPatients and methodsA hospital-based retrospective observational study was conducted in the medical ward of Debre Markos Referral Hospital from March 2017 to April 2019. A pretested checklist was used to extract relevant data from the chart of stroke patients. All statistical analyses were performed in the SPSS version 20 software.ResultsFrom a total of 2100 admissions in the medical ward, 162 of them were stroke patients, giving the in-hospital magnitude of 7.7%. The in-hospital case fatality rate was 8.6%. Additionally, 27.2% of patients were improved and 39.5% of them were referred. There was a significant association between types of stroke and risk factors such as sex, comorbid hypertension, hyperlipidemia, and atrial fibrillation (P ≤ 0.05).ConclusionThe in-hospital period prevalence of stroke was 7.7%. Ischemic stroke was the most common type of stroke. Hypertension and hyperlipidemia were the leading identified risk factors for stroke. The overall in-hospital mortality was lower than previous studies in sub-Saharan African countries. Therefore, effective strategies and guidelines for the prevention and control of stroke and its risk factors are needed.

Feature selection with Lasso for classification of ischemic strokes based on EEG signals

Electroencephalography (EEG) is an electrical signal data that can describe brain activity in which the signal contains important information that can be used to detect several diseases. One of the diseases that can be detected by EEG signals is stroke. The most common type of stroke is the acute ischemic stroke (AIS) due to blockage of blood supply to the brain which can generate the tissue damage in the brain EEG signal recording uses several electrodes where the more electrodes used in the recording, the greater the number of EEG features produced (high dimensional data). This can make it difficult for models of machine learning to have optimal performance on high-dimensional data. In this study, for optimizing the performance of the machine learning model by selecting features with the Least Absolute Shrinkage and Selection Operator (Lasso) method, where this method can select the relevant features by shrinking some coefficients to zero. The type of classification used in this study is random forest with features used for classification are Brain Symmetry Index (BSI), Delta-Alpha Ratio (DAR), Delta-Theta-Alpha-Beta Ratio (DTABR). The results showed that the Lasso method can optimize the performance of learning machines with an accuracy value of 75% with 24 features out of 45 features.